Machine Learning - Tutorial Lab 2

Regression Models

1. Linear Regression

2. Logistic Regression

Dataset Used

1. y= mx +c

2. MNIST Dataset

Different Tensorflow Models

• tf.train.GradientDescentOptimizer
• tf.train.AdadeltaOptimizer
• tf.train.AdagradOptimizer
• tf.train.AdagradDAOptimizer
• tf.train.MomentumOptimizer
• tf.train.AdamOptimizer
• tf.train.FtrlOptimizer
• tf.train.ProximalGradientDescentOptimizer
• tf.train.ProximalAdagradOptimizer
• tf.train.RMSPropOptimizer

Models that will be used in lab

• tf.train.GradientDescentOptimizer

• tf.train.AdamOptimizer **